{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e489dc80",
   "metadata": {},
   "source": [
    "### Examples misexpression levels of carriers and non-carriers \n",
    "\n",
    "* Transcriptional readthrough \n",
    "    * RTP1 (receptor transporter protein 1)\n",
    "        * DEL_chr3_187069321_187094542\n",
    "        * ENSG00000175077\n",
    "    * OTP (orthopedia homeobox)\n",
    "        * ENSG00000175077\n",
    "        * RTP1\n",
    "* Transcript fusion \n",
    "    * DUPs \n",
    "        * MYH1\n",
    "        * CPHXL\n",
    "        * LINC02308\n",
    "    * DELs  \n",
    "        * LINC01097\n",
    "        * LINC02268\n",
    "* Gene inversion \n",
    "    * ROPN1B\n",
    "* Other examples\n",
    "    * ALPI "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ce7db54",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pysam\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d2f3d59d",
   "metadata": {},
   "outputs": [],
   "source": [
    "wkdir = \"/lustre/scratch126/humgen/projects/interval_rna/interval_rna_seq/thomasVDS/misexpression_v3\"\n",
    "wkdir_path = Path(wkdir)\n",
    "# output directory \n",
    "out_dir_path = wkdir_path.joinpath(\"6_misexp_dissect/examples\")\n",
    "out_dir_path.mkdir(parents=True, exist_ok=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3f153f77",
   "metadata": {},
   "outputs": [],
   "source": [
    "misexp_vrnt_feat_path = wkdir_path.joinpath(\"6_misexp_dissect/vrnt_features/misexp_vrnt_features.tsv\")\n",
    "ge_matrix_flat_path = wkdir_path.joinpath(\"2_misexp_qc/misexp_gene_cov_corr/tpm_zscore_4568smpls_8610genes_flat_misexp_corr_qc.csv\")\n",
    "wgs_rna_paired_smpls_path = wkdir_path.joinpath(\"1_rna_seq_qc/wgs_rna_match/paired_wgs_rna_postqc_prioritise_wgs.tsv\")\n",
    "vcf_path=\"/lustre/scratch126/humgen/projects/interval_rna/interval_rna_seq/thomasVDS/lof_missense/data/sv_vcf/filtered_merged_gs_svp_10728.vcf.gz\"\n",
    "sv_info_path = \"/lustre/scratch126/humgen/projects/interval_rna/interval_rna_seq/thomasVDS/lof_missense/data/sv_vcf/info_table/final_sites_critical_info_allele.txt\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "600a72f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# load SV info\n",
    "sv_info_df = pd.read_csv(sv_info_path, sep='\\t', dtype={'plinkID': str})\n",
    "# load misexpression-associated variants \n",
    "misexp_vrnt_feat_df = pd.read_csv(misexp_vrnt_feat_path, sep=\"\\t\")\n",
    "# load gene expression matrix \n",
    "ge_matrix_flat_df = pd.read_csv(ge_matrix_flat_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3a175aac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Gene IDs passing filters: 8610\n",
      "RNA-seq sample IDs passing QC: 4568\n",
      "Loading input VCF ...\n",
      "VCF loaded.\n",
      "Subset VCF to samples with RNA-seq ...\n",
      "Number of samples in VCF with RNA ID and passing QC: 2640\n",
      "Number of RNA IDs passing QC: 2640\n"
     ]
    }
   ],
   "source": [
    "# subset to SV samples \n",
    "gene_id_pass_qc_set = set(ge_matrix_flat_df.gene_id.unique())\n",
    "print(f\"Gene IDs passing filters: {len(gene_id_pass_qc_set)}\")\n",
    "smpl_id_pass_qc_set = set(ge_matrix_flat_df.rna_id.unique())\n",
    "print(f\"RNA-seq sample IDs passing QC: {len(smpl_id_pass_qc_set)}\")\n",
    "# egan ID, RNA ID sample links \n",
    "wgs_rna_paired_smpls_df = pd.read_csv(wgs_rna_paired_smpls_path, sep=\"\\t\")\n",
    "egan_ids_with_rna = wgs_rna_paired_smpls_df[wgs_rna_paired_smpls_df.rna_id.isin(smpl_id_pass_qc_set)].egan_id.tolist()\n",
    "# load VCF and subset to EGAN IDs with RNA \n",
    "print(\"Loading input VCF ...\")\n",
    "vcf_path = vcf_path\n",
    "vcf = pysam.VariantFile(vcf_path, mode = \"r\")\n",
    "print(\"VCF loaded.\")\n",
    "print(\"Subset VCF to samples with RNA-seq ...\")\n",
    "vcf_samples = [sample for sample in vcf.header.samples]\n",
    "vcf_egan_ids_with_rna = set(egan_ids_with_rna).intersection(set(vcf_samples))\n",
    "vcf.subset_samples(vcf_egan_ids_with_rna)\n",
    "vcf_samples_with_rna = [sample for sample in vcf.header.samples]\n",
    "print(f\"Number of samples in VCF with RNA ID and passing QC: {len(vcf_samples_with_rna)}\")\n",
    "# subset egan ID and RNA ID links to samples with SV calls and passing QC \n",
    "wgs_rna_paired_smpls_with_sv_calls_df = wgs_rna_paired_smpls_df[wgs_rna_paired_smpls_df.egan_id.isin(vcf_samples_with_rna)]\n",
    "# write EGAN-RNA ID pairs to file\n",
    "rna_id_pass_qc_sv_calls = wgs_rna_paired_smpls_with_sv_calls_df.rna_id.unique().tolist()\n",
    "print(f\"Number of RNA IDs passing QC: {len(rna_id_pass_qc_sv_calls)}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c74c8b89",
   "metadata": {},
   "outputs": [],
   "source": [
    "# subset to RNA IDs with SV information available \n",
    "ge_matrix_sv_rna_ids_df = ge_matrix_flat_df[ge_matrix_flat_df.rna_id.isin(rna_id_pass_qc_sv_calls)].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dda78c6b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All misexpression carriers are heterozygous\n"
     ]
    }
   ],
   "source": [
    "### check if any misexpression carriers are homozygous \n",
    "if misexp_vrnt_feat_df[misexp_vrnt_feat_df.genotype != \"(0, 1)\"].empty: \n",
    "    print(\"All misexpression carriers are heterozygous\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8420af3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_rna_id_carriers(vrnt_id, chrom, start, end, wgs_rna_paired_smpls_df):\n",
    "    \"\"\"Return RNA IDs that are carriers for a specific variant.\"\"\"\n",
    "    chrom_num = chrom.split(\"chr\")[1]\n",
    "    vrnt_gt_egan_dict, count = {}, 0\n",
    "    found_vrnt_id = False\n",
    "    for rec in vcf.fetch(chrom_num, start-1, end): \n",
    "        vcf_vrnt_id = str(rec.id)\n",
    "        if vrnt_id == vcf_vrnt_id:\n",
    "            found_vrnt_id = True \n",
    "            # collect genotypes\n",
    "            gts = [s[\"GT\"] for s in rec.samples.values()]\n",
    "            for i, gt in enumerate(gts): \n",
    "                vrnt_gt_egan_dict[count] = [vrnt_id, vcf_samples_with_rna[i], gt]\n",
    "                count += 1 \n",
    "    if not found_vrnt_id: \n",
    "        raise ValueError(f\"Did not find {vrnt_id} in {vcf_path}\")\n",
    "    vrnt_gt_egan_df = pd.DataFrame.from_dict(vrnt_gt_egan_dict, orient=\"index\", columns=[\"vrnt_id\", \"egan_id\", \"genotype\"])\n",
    "    egan_id_carriers = vrnt_gt_egan_df[vrnt_gt_egan_df.genotype != (0, 0)].egan_id.unique()\n",
    "    rna_id_carriers = wgs_rna_paired_smpls_df[wgs_rna_paired_smpls_df.egan_id.isin(egan_id_carriers)].rna_id.unique()\n",
    "    \n",
    "    if len(egan_id_carriers) != len(rna_id_carriers): \n",
    "        raise ValueError(\"Number of RNA and DNA samples does not match.\")\n",
    "    return rna_id_carriers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "87b9efb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "vrnt_examples = [\"DEL_chr3_187069321_187094542\", \n",
    "                 \"293588\", \n",
    "                 \"402648\", \n",
    "                 \"401916\", \n",
    "                 \"397951\", \n",
    "                 \"DEL_chr4_13529219_13608506\", \n",
    "                 \"284739\", \n",
    "                 'DEL_chr2_232375546_232379537',\n",
    "                 \"605947\"\n",
    "                ]\n",
    "misexp_examples_dict = {\"DEL_chr3_187069321_187094542\": [\"ENSG00000175077\", \"RTP1\"], \n",
    "                        \"293588\": [\"ENSG00000171540\", \"OTP\"], \n",
    "                        \"402648\": [\"ENSG00000109061\", \"MYH1\"], # AC005747.1--MYH1\n",
    "                        \"401916\": [\"ENSG00000283755\", \"CPHXL\"], # KARS--CPHXL\n",
    "                        \"397951\": [\"ENSG00000258675\", \"LINC02308\"], # STON2--LINC02308\n",
    "                        \"DEL_chr4_13529219_13608506\": [\"ENSG00000281202\", \"LINC01097\"], # FBXO8--LINC02268\n",
    "                        \"284739\": [\"ENSG00000248174\", \"LINC02268\"], # BOD1L1--LINC01097\n",
    "                        'DEL_chr2_232375546_232379537': [\"ENSG00000163295\", \"ALPI\"], \n",
    "                        \"605947\": [\"ENSG00000114547\", \"ROPN1B\"], \n",
    "                       }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2a8e69fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEL_chr3_187069321_187094542 1\n",
      "DEL chr3:187069321-187094542\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "293588 1\n",
      "DEL chr5:77674588-77771600\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "402648 1\n",
      "DUP chr17:10078018-10512685\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "401916 1\n",
      "DUP chr16:75636427-75717471\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "397951 2\n",
      "DUP chr14:81376672-81444942\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEL_chr4_13529219_13608506 1\n",
      "DEL chr4:13529219-13608506\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "284739 1\n",
      "DEL chr4:174159287-174273823\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DEL_chr2_232375546_232379537 6\n",
      "DEL chr2:232375546-232379537\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "605947 10\n",
      "INV chr3:125966617-125980782\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 674.25x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for vrnt_id in vrnt_examples: \n",
    "    misexp_gene_id, misexp_gene_name = misexp_examples_dict[vrnt_id]\n",
    "    rna_id_misexp = misexp_vrnt_feat_df[(misexp_vrnt_feat_df.vrnt_id == vrnt_id)]    \n",
    "    # get variant info \n",
    "    sv_info_vrnt_df = sv_info_df[sv_info_df.plinkID == vrnt_id]\n",
    "    chrom, start, end, sv_type = [sv_info_vrnt_df[col].item() for col in [\"chr\", \"pos\", \"end\", \"SVTYPE\"]]\n",
    "    chrom_num = chrom.split(\"chr\")[1]\n",
    "    # get carriers \n",
    "    rna_id_carriers = get_rna_id_carriers(vrnt_id, chrom, start, end, wgs_rna_paired_smpls_df)\n",
    "    gene_exp_df = ge_matrix_sv_rna_ids_df[ge_matrix_sv_rna_ids_df.gene_id == misexp_gene_id].copy()\n",
    "    gene_exp_df[\"status\"] = np.where(gene_exp_df.rna_id.isin(rna_id_carriers), \n",
    "                                           \"Carrier\", \"Non-carrier\"\n",
    "                                          )\n",
    "    gene_exp_df[\"misexp\"] = np.where((gene_exp_df.TPM > 0.5) & (gene_exp_df[\"z-score\"] > 2), \n",
    "                                     \"Misexpressed\", \"Not misexpressed\"\n",
    "                                    )\n",
    "    print(vrnt_id, len(rna_id_carriers))\n",
    "    print(f\"{sv_type} {chrom}:{start}-{end}\")\n",
    "    ax = sns.catplot(data=gene_exp_df, \n",
    "                       x=\"status\", \n",
    "                        y=\"TPM\", \n",
    "                     hue=\"misexp\"\n",
    "           )\n",
    "    ax.set(title=misexp_gene_name, ylabel=f\"{misexp_gene_name} Expression (TPM)\", xlabel=\"Carrier Status\")\n",
    "    plt.show()\n",
    "    sv_name = f\"{sv_type}_{chrom}_{start}_{end}\"\n",
    "    carrier_noncarrier_path = out_dir_path.joinpath(f\"{misexp_gene_name}_{sv_name}_carrier_noncarrier.tsv\")\n",
    "    gene_exp_df.to_csv(carrier_noncarrier_path, index=False, sep=\"\\t\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9cb5f1af",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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